{"id":"W3183606991","doi":"10.1007/s40744-021-00331-x","title":"Evaluation of Real-World Healthcare Resource Utilization and Associated Costs in Children with Juvenile Idiopathic Arthritis: A Canadian Retrospective Cohort Study","year":2021,"lang":"en","type":"article","venue":"Rheumatology and Therapy","topic":"Autoimmune and Inflammatory Disorders Research","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; SickKids Foundation; University of Toronto; Alberta Health Services; Alberta Children's Hospital; Alberta Bone and Joint Health Institute; University of Calgary","funders":"Alberta Innovates; Arthritis Society; Children's Hospital Foundation; Alberta Children's Hospital Foundation; ZonMw; Canadian Institutes of Health Research; Genome Canada","keywords":"Medicine; Cohort; Health care; Emergency medicine; Emergency department; Retrospective cohort study; Pediatrics; Physical therapy; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001805059,0.00009262195,0.000490433,0.0002036333,0.0001075015,0.000008189755,0.00002626047,0.0001013646,0.00003935406],"category_scores_gemma":[0.0001904051,0.00008452104,0.00001370436,0.0003848476,0.00008784275,0.00004621609,0.0000109766,0.0002114107,5.171173e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002250407,"about_ca_system_score_gemma":0.001095707,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07656922,"about_ca_topic_score_gemma":0.4602905,"domain_scores_codex":[0.9982636,0.0006853302,0.0002950732,0.0002474335,0.0003225368,0.0001860544],"domain_scores_gemma":[0.9992084,0.00002420474,0.0001059241,0.0001602,0.0004247649,0.0000765114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001087485,0.0001468236,0.9772992,0.000009963918,0.0001963654,0.00001362571,0.001120847,9.318941e-7,0.00001013986,0.0002308474,0.00001483863,0.02084769],"study_design_scores_gemma":[0.005344548,0.0004769445,0.9922999,0.0002591063,0.00002819923,0.00007835818,0.00101068,0.000197739,0.00005657415,0.0001560117,0.00002248077,0.00006942396],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9780717,0.01988612,6.588556e-7,0.0004814934,0.000009797687,0.001061674,0.000006923815,0.00001193646,0.0004696302],"genre_scores_gemma":[0.9889626,0.01080032,0.000002407294,0.00005613868,0.000002048517,0.00006551177,0.0000722753,0.00001195514,0.00002674768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3837212,"threshold_uncertainty_score":0.92958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02575930572138557,"score_gpt":0.3159148035451592,"score_spread":0.2901554978237736,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}